leonsnyc.com is ready for agents.
Book directly: www.leonsnyc.com/reservations/ on the business's own site · Order directly: www.leonsnyc.com/order-now/ on the business's own site · Menu: www.leonsnyc.com/menus/
See what an AI agent reads on this site →
57 of 65 points available
agent-readiness level, Basic Web Presence
things to fix
Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.
Missing: telephone, opening hours. How to fix it
Optional today, cheap to add: a short text file describing the business for language models. How to fix it
No one is listed yet to fix this in New York. List your agency or yourself: free, reviewed by hand.
Builder: bentobox · Front: cloudflare
Filled from the business's own record and this scan. Check every line before it goes live; where it goes on bentobox is in the guides.
One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. Guide.
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Restaurant",
"name": "Leon's",
"url": "https://www.leonsnyc.com",
"telephone": "+1-646-410-2703",
"address": {
"@type": "PostalAddress",
"streetAddress": "East 12th Street 48",
"postalCode": "10003"
},
"geo": {
"@type": "GeoCoordinates",
"latitude": 40.733256,
"longitude": -73.9914891
},
"openingHours": "Mo-Fr 08:00-22:00, Sa-Su 10:00-22:00",
"servesCuisine": [
"continental"
],
"acceptsReservations": "https://www.leonsnyc.com/reservations/",
"hasMenu": "https://www.leonsnyc.com/menus/",
"potentialAction": [
{
"@type": "ReserveAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.leonsnyc.com/reservations/",
"actionPlatform": [
"http://schema.org/DesktopWebPlatform",
"http://schema.org/MobileWebPlatform"
]
},
"result": {
"@type": "Reservation",
"name": "Reservation"
}
},
{
"@type": "OrderAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.leonsnyc.com/order-now/",
"actionPlatform": [
"http://schema.org/DesktopWebPlatform",
"http://schema.org/MobileWebPlatform"
]
}
}
]
}
</script>
Save as /llms.txt at the root of the site. Guide.
# Leon's > restaurant (continental) in East 12th Street 48 10003, New York. Phone +1-646-410-2703. ## Book or order directly - Book: https://www.leonsnyc.com/reservations/ (on the business's own site) - Order: https://www.leonsnyc.com/order-now/ (on the business's own site) - Menu: https://www.leonsnyc.com/menus/ ## Opening hours Mo-Fr 08:00-22:00, Sa-Su 10:00-22:00 ## About - Website: https://www.leonsnyc.com - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Top 11% of the sites scanned in this index. Just above: Kings Co Imperial LES A, La Vara A. Just below: Levant A, Li's Hot Pot & BBQ A.
| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | yes |
| Publish the menu or price list as HTML | 97% | yes |
| Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes |
| Structured data with address, phone and hours | 49% | no |
| Have an llms.txt | 13% | no |
The top tenth is the 488 best-scoring reachable sites of the index at the last refresh.
| Average score | A or B | This site | |
|---|---|---|---|
| Sites built with BentoBox 862 sites | 84% | 96% | 87.7% |
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Margaux mediterranean, continental | 462 m | B | yes |
| Pierre Loti mediterranean, continental | 464 m | B | no |
| Pangea continental | 551 m | B | yes |
| Figaro continental | 940 m | D | no |
| The Musket Room continental, eclectic | 1.1 km | A | yes |
| Aunt Bernie's american, continental | 1.8 km | A | yes |
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in New York | 4,817 | 46% | 36% | 87.7% |
| Built with BentoBox in New York | 317 | 86% | 96% | 87.7% |
All'Antico Vinaio A 95.4% · American Brass A 95.4% · Bar Mexicana A 95.4% · Battello A 95.4% · Così A 95.4%
With the fix above (Structured data is incomplete) the score would be about 95.4%: 74th of 4,817 in New York, up from 516th.
Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.
The links an assistant is sent when it books, orders or reads the menu for this business, where each leads, and when a browser last checked it. The same record is served as JSON at /api/direct/leonsnyc.com, through the MCP tool direct_record and in the city feed /city/new-york/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | www.leonsnyc.com/reservations/ own site | found by the scan of 2026-10-14, not yet tested |
| Order | www.leonsnyc.com/order-now/ own site | found by the scan of 2026-10-14, not yet tested |
| Menu | www.leonsnyc.com/menus/ html_page | from the scan |
| Hours | Mo-Fr 08:00-22:00, Sa-Su 10:00-22:00 | from OpenStreetMap |
| Phone | +1-646-410-2703 |
Stable links that count: /go/leonsnyc.com/book, /go/leonsnyc.com/order, /go/leonsnyc.com/menu answer 302 to the links above; the count is the line "followed N direct links" on this page.
Owners: claim the business below to correct this record; the claim email carries the link.
Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.
| UCP profile /.well-known/ucp, Google and Shopify's Universal Commerce Protocol | not measured |
| ACP discovery document /.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol | not measured |
| MCP server card /.well-known/mcp/server-card.json | no |
| Ordering vendor that takes agent orders Square, Toast, or a vendor whose terms allow agents | not measured |
Not measured at this scan; the next scan measures it.
The next scan also reads the contact, menu and booking pages one hop deeper; facts found there can change the score.
The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of the score; each missing item links to a how-to. Cloudflare's report.
| Link headers on the homepage | no how |
| sitemap.xml | yes |
| AI bot rules in robots.txt | no how |
| Content Signals in robots.txt | no how |
| Markdown on Accept: text/markdown | no how |
| llms.txt | no how |
| API catalog (RFC 9727) | no how |
| MCP server card | no how |
| A2A agent card | no how |
| Agent Skills index | no how |
| OAuth or OIDC discovery | no how |
| OAuth protected resource metadata | no how |
| auth.md | no how |
| Web Bot Auth key directory | no how |
| ARD capability manifest | no how |
| DNS-AID records | no how |
| WebMCP tools on the page | no how |
| JSON-LD for the business | yes |
Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.
Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.
Owners who score well embed the badge; it links back here and updates with every scan.
<a href="https://directindex.org/r/leonsnyc.com"><img src="https://directindex.org/badge/leonsnyc.com.svg" alt="Agent-Direct Score A" width="236" height="40"></a>
Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.
Deep report Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.